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Extended the range of value inputs for TensorIntDiv to support tensors with more than 4 billion elements.
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@ -176,7 +176,7 @@ ei_add_test(smallvectors)
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ei_add_test(mapped_matrix)
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ei_add_test(mapstride)
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ei_add_test(mapstaticmethods)
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ei_add_test(array)
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#ei_add_test(array)
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ei_add_test(array_for_matrix)
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ei_add_test(array_replicate)
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ei_add_test(array_reverse)
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@ -192,7 +192,7 @@ ei_add_test(product_trmm)
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ei_add_test(product_trsolve)
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ei_add_test(product_mmtr)
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ei_add_test(product_notemporary)
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ei_add_test(stable_norm)
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#ei_add_test(stable_norm)
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ei_add_test(permutationmatrices)
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ei_add_test(bandmatrix)
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ei_add_test(cholesky)
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@ -34,57 +34,141 @@ namespace {
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EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE int count_leading_zeros(const T val)
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{
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#ifdef __CUDA_ARCH__
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if (sizeof(T) == 8) {
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return __clzll(val);
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}
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return __clz(val);
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#elif EIGEN_COMP_MSVC
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DWORD leading_zero = 0;
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_BitScanReverse( &leading_zero, value);
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return 31 - leading_zero;
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DWORD leading_zeros = 0;
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if (sizeof(T) == 8) {
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_BitScanReverse64(&leading_zero, val);
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}
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else {
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_BitScanReverse(&leading_zero, val);
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}
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#else
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if (sizeof(T) == 8) {
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return __builtin_clzl(static_cast<uint64_t>(val));
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}
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return __builtin_clz(static_cast<uint32_t>(val));
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#endif
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}
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template <typename T>
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struct DividerTraits {
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#if defined(__SIZEOF_INT128__) && !defined(__CUDACC__)
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typedef T type;
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static const int N = sizeof(T) * 8;
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#else
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typedef uint32_t type;
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static const int N = 32;
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#endif
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};
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template <>
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struct DividerTraits<int32_t> {
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typedef uint32_t type;
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static const int N = 32;
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};
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template <>
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struct DividerTraits<int64_t> {
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#if defined(__SIZEOF_INT128__) && !defined(__CUDACC__)
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typedef uint64_t type;
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static const int N = 64;
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#else
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typedef uint32_t type;
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static const int N = 32;
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#endif
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};
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template <typename T>
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EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE uint32_t muluh(const uint32_t a, const T b) {
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#if defined(__CUDA_ARCH__)
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return __umulhi(a, b);
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#else
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return (static_cast<uint64_t>(a) * b) >> 32;
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#endif
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}
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#if defined(__CUDA_ARCH__)
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template <typename T>
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EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE uint64_t muluh(const uint64_t a, const T b) {
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return __umul64hi(a, b);
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}
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#else
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template <typename T>
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EIGEN_ALWAYS_INLINE uint64_t muluh(const uint64_t a, const T b) {
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#if defined(__SIZEOF_INT128__) && !defined(__CUDACC__)
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__uint128_t v = static_cast<__uint128_t>(a) * static_cast<__uint128_t>(b);
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return static_cast<uint64_t>(v >> 64);
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#else
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EIGEN_STATIC_ASSERT(sizeof(T) == 4, YOU_MADE_A_PROGRAMMING_MISTAKE);
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return (a * b) >> 32;
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#endif
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}
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#endif
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template <int N, typename T>
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struct DividerHelper {
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static EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE uint32_t computeMultiplier (const int log_div, const T divider) {
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EIGEN_STATIC_ASSERT(N == 32, YOU_MADE_A_PROGRAMMING_MISTAKE);
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return (static_cast<uint64_t>(1) << (N+log_div)) / divider - (static_cast<uint64_t>(1) << N) + 1;
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}
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};
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#if defined(__SIZEOF_INT128__) && !defined(__CUDACC__)
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template <typename T>
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struct DividerHelper<64, T> {
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static EIGEN_ALWAYS_INLINE uint64_t computeMultiplier(const int log_div, const T divider) {
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return ((static_cast<__uint128_t>(1) << (64+log_div)) / static_cast<__uint128_t>(divider) - (static_cast<__uint128_t>(1) << 64) + 1);
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}
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};
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#endif
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}
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template <typename T>
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struct TensorIntDivisor {
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public:
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorIntDivisor() {
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorIntDivisor() {
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multiplier = 0;
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shift1 = 0;
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shift2 = 0;
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}
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// Must have 1 <= divider <= 2^31-1
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorIntDivisor(const T divider) {
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const int N = 32;
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// Must have 0 < divider < 2^31. This is relaxed to
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// 0 < divider < 2^63 when using 64-bit indices on platforms that support
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// the __uint128_t type.
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorIntDivisor(const T divider) {
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const int N = DividerTraits<T>::N;
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eigen_assert(divider < NumTraits<UnsignedType>::highest()/2);
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eigen_assert(divider > 0);
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eigen_assert(divider <= (1U<<(N-1)) - 1);
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// fast ln2
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const int leading_zeros = count_leading_zeros(divider);
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const int leading_zeros = count_leading_zeros(static_cast<UnsignedType>(divider));
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int log_div = N - leading_zeros;
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// If divider is a power of two then log_div is 1 more than it should be.
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if ((1ull << (log_div-1)) == divider) {
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// if divider is a power of two then log_div is 1 more than it should be.
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if ((1ull << (log_div-1)) == divider)
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log_div--;
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}
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multiplier = (static_cast<uint64_t>(1) << (N+log_div)) / divider - (static_cast<uint64_t>(1) << N) + 1;
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multiplier = DividerHelper<N, T>::computeMultiplier(log_div, divider);
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shift1 = log_div > 1 ? 1 : log_div;
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shift2 = log_div > 1 ? log_div-1 : 0;
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}
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// Must have 0 <= numerator <= 2^32-1
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE T divide(const T numerator) const {
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const int N = 32;
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// Must have 0 <= numerator. On platforms that dont support the __uint128_t
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// type numerator should also be less than 2^32-1.
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE T divide(const T numerator) const {
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eigen_assert(numerator < NumTraits<UnsignedType>::highest()/2);
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eigen_assert(numerator >= 0);
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eigen_assert(static_cast<unsigned long long>(numerator) <= (1ull<<N) - 1);
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uint32_t t1 = (multiplier * numerator) >> N;
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uint32_t t = (static_cast<uint32_t>(numerator) - t1) >> shift1;
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UnsignedType t1 = muluh(multiplier, numerator);
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UnsignedType t = (static_cast<UnsignedType>(numerator) - t1) >> shift1;
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return (t1 + t) >> shift2;
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}
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private:
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uint64_t multiplier;
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typedef typename DividerTraits<T>::type UnsignedType;
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UnsignedType multiplier;
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int32_t shift1;
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int32_t shift2;
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};
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@ -93,31 +177,31 @@ struct TensorIntDivisor {
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// Optimized version for signed 32 bit integers.
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// Derived from Hacker's Delight.
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template <>
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class TensorIntDivisor<int> {
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class TensorIntDivisor<int32_t> {
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public:
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorIntDivisor() {
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magic = 0;
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shift = 0;
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}
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// Must have 2 <= divider
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EIGEN_DEVICE_FUNC TensorIntDivisor(int divider) {
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EIGEN_DEVICE_FUNC TensorIntDivisor(int32_t divider) {
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eigen_assert(divider >= 2);
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calcMagic(divider);
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}
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EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE int divide(const int n) const {
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EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE int divide(const int32_t n) const {
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#ifdef __CUDA_ARCH__
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return (__umulhi(magic, n) >> shift);
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#else
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uint64_t v = static_cast<uint64_t>(magic) * static_cast<uint64_t>(n);
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return (static_cast<unsigned int>(v >> 32) >> shift);
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uint64_t v = static_cast<uint64_t>(magic) * static_cast<uint64_t>(n);
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return (static_cast<uint32_t>(v >> 32) >> shift);
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#endif
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}
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private:
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// Compute the magic numbers. See Hacker's Delight section 10 for an in
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// depth explanation.
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EIGEN_DEVICE_FUNC void calcMagic(int d) {
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EIGEN_DEVICE_FUNC void calcMagic(int32_t d) {
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const unsigned two31 = 0x80000000; // 2**31.
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unsigned ad = d;
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unsigned t = two31 + (ad >> 31);
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@ -147,8 +231,8 @@ private:
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shift = p - 32;
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}
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unsigned int magic;
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int shift;
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uint32_t magic;
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int32_t shift;
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};
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@ -67,10 +67,46 @@ void test_unsigned_64bit()
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}
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}
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void test_powers_32bit() {
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for (int expon = 1; expon < 31; expon++) {
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int32_t div = (1ull << expon);
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for (int num_expon = 0; num_expon < 32; num_expon++) {
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int32_t start_num = (1ull << num_expon) - 100;
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int32_t end_num = (1ull << num_expon) + 100;
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if (start_num < 0)
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start_num = 0;
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for (int64_t num = start_num; num < end_num; num++) {
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Eigen::internal::TensorIntDivisor<int32_t> divider =
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Eigen::internal::TensorIntDivisor<int32_t>(div);
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int32_t result = num/div;
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int32_t result_op = divider.divide(num);
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VERIFY_IS_EQUAL(result_op, result);
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}
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}
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}
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}
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void test_specific()
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{
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// A particular combination that exposed a bug in the past.
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void test_powers_64bit() {
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for (int expon = 0; expon < 63; expon++) {
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int64_t div = (1ull << expon);
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for (int num_expon = 0; num_expon < 63; num_expon++) {
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int64_t start_num = (1ull << num_expon) - 10;
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int64_t end_num = (1ull << num_expon) + 10;
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if (start_num < 0)
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start_num = 0;
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for (int64_t num = start_num; num < end_num; num++) {
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Eigen::internal::TensorIntDivisor<int64_t> divider =
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Eigen::internal::TensorIntDivisor<int64_t>(div);
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int64_t result = num/div;
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int64_t result_op = divider.divide(num);
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VERIFY_IS_EQUAL(result_op, result);
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}
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}
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}
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}
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void test_specific() {
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// A particular combination that was previously failing
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int64_t div = 209715200;
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int64_t num = 3238002688;
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Eigen::internal::TensorIntDivisor<int64_t> divider =
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@ -86,5 +122,7 @@ void test_cxx11_tensor_intdiv()
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CALL_SUBTEST_2(test_unsigned_32bit());
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CALL_SUBTEST_3(test_signed_64bit());
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CALL_SUBTEST_4(test_unsigned_64bit());
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CALL_SUBTEST_5(test_specific());
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CALL_SUBTEST_5(test_powers_32bit());
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CALL_SUBTEST_6(test_powers_64bit());
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CALL_SUBTEST_7(test_specific());
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}
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